| Number of Variables | 12 |
|---|---|
| Number of Rows | 25480 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 14.1 MB |
| Average Row Size in Memory | 581.9 B |
| Variable Types |
|
| no_of_employees is skewed | Skewed |
|---|---|
| yr_of_estab is skewed | Skewed |
| case_id has a high cardinality: 25480 distinct values | High Cardinality |
| has_job_experience has constant length 1 | Constant Length |
| requires_job_training has constant length 1 | Constant Length |
| full_time_position has constant length 1 | Constant Length |
| case_id has all distinct values | Unique |
categorical
| Approximate Distinct Count | 25480 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1874423 |
| Mean | 8.5645 |
|---|---|
| Standard Deviation | 0.5829 |
| Median | 9 |
| Minimum | 6 |
| Maximum | 9 |
| 1st row | EZYV01 |
|---|---|
| 2nd row | EZYV02 |
| 3rd row | EZYV03 |
| 4th row | EZYV04 |
| 5th row | EZYV05 |
| Count | 101920 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 101920 |
| Dash Punctuation | 0 |
| Decimal Number | 116303 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1804558 |
| Mean | 5.8225 |
|---|---|
| Standard Deviation | 3.2546 |
| Median | 4 |
| Minimum | 4 |
| Maximum | 13 |
| 1st row | Asia |
|---|---|
| 2nd row | Asia |
| 3rd row | Asia |
| 4th row | Asia |
| 5th row | Africa |
| Count | 144214 |
|---|---|
| Lowercase Letter | 114590 |
| Space Separator | 4144 |
| Uppercase Letter | 29624 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1892960 |
| Mean | 9.292 |
|---|---|
| Standard Deviation | 1.1097 |
| Median | 10 |
| Minimum | 8 |
| Maximum | 11 |
| 1st row | High School |
|---|---|
| 2nd row | Master's |
| 3rd row | Bachelor's |
| 4th row | Bachelor's |
| 5th row | Master's |
| Count | 213472 |
|---|---|
| Lowercase Letter | 184572 |
| Space Separator | 3420 |
| Uppercase Letter | 28900 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1681680 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | N |
|---|---|
| 2nd row | Y |
| 3rd row | N |
| 4th row | N |
| 5th row | Y |
| Count | 25480 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 25480 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1681680 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | Y |
| 4th row | N |
| 5th row | N |
| Count | 25480 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 25480 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 7105 |
|---|---|
| Approximate Unique (%) | 27.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 407680 |
| Mean | 5667.0432 |
| Minimum | -26 |
| Maximum | 602069 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 33 |
| Negatives (%) | 0.1% |
| Minimum | -26 |
|---|---|
| 5-th Percentile | 209 |
| Q1 | 1022 |
| Median | 2109 |
| Q3 | 3504 |
| 95-th Percentile | 14083 |
| Maximum | 602069 |
| Range | 602095 |
| IQR | 2482 |
| Mean | 5667.0432 |
|---|---|
| Standard Deviation | 22877.9288 |
| Variance | 5.234e+08 |
| Sum | 1.444e+08 |
| Skewness | 12.2645 |
| Kurtosis | 206.2943 |
| Coefficient of Variation | 4.037 |
numerical
| Approximate Distinct Count | 199 |
|---|---|
| Approximate Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 407680 |
| Mean | 1979.4099 |
| Minimum | 1800 |
| Maximum | 2016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1800 |
|---|---|
| 5-th Percentile | 1872 |
| Q1 | 1976 |
| Median | 1997 |
| Q3 | 2005 |
| 95-th Percentile | 2012 |
| Maximum | 2016 |
| Range | 216 |
| IQR | 29 |
| Mean | 1979.4099 |
|---|---|
| Standard Deviation | 42.3669 |
| Variance | 1794.9567 |
| Sum | 5.0435e+07 |
| Skewness | -2.0372 |
| Kurtosis | 3.506 |
| Coefficient of Variation | 0.0214 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1814783 |
| Mean | 6.2238 |
|---|---|
| Standard Deviation | 1.9924 |
| Median | 5 |
| Minimum | 4 |
| Maximum | 9 |
| 1st row | West |
|---|---|
| 2nd row | Northeast |
| 3rd row | West |
| 4th row | West |
| 5th row | South |
| Count | 158583 |
|---|---|
| Lowercase Letter | 133103 |
| Space Separator | 0 |
| Uppercase Letter | 25480 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 25454 |
|---|---|
| Approximate Unique (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 407680 |
| Mean | 74455.8146 |
| Minimum | 2.1367 |
| Maximum | 319210.27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 2.1367 |
|---|---|
| 5-th Percentile | 444.7192 |
| Q1 | 34015.48 |
| Median | 70308.21 |
| Q3 | 107735.5125 |
| 95-th Percentile | 162642.3175 |
| Maximum | 319210.27 |
| Range | 319208.1333 |
| IQR | 73720.0325 |
| Mean | 74455.8146 |
|---|---|
| Standard Deviation | 52815.9423 |
| Variance | 2.7895e+09 |
| Sum | 1.8971e+09 |
| Skewness | 0.7557 |
| Kurtosis | 0.8239 |
| Coefficient of Variation | 0.7094 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1758209 |
| Mean | 4.0035 |
|---|---|
| Standard Deviation | 0.059 |
| Median | 4 |
| Minimum | 4 |
| Maximum | 5 |
| 1st row | Hour |
|---|---|
| 2nd row | Year |
| 3rd row | Year |
| 4th row | Year |
| 5th row | Year |
| Count | 102009 |
|---|---|
| Lowercase Letter | 76529 |
| Space Separator | 0 |
| Uppercase Letter | 25480 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1681680 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
| Count | 25480 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 25480 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1860134 |
| Mean | 8.0037 |
|---|---|
| Standard Deviation | 1.4129 |
| Median | 9 |
| Minimum | 6 |
| Maximum | 9 |
| 1st row | Denied |
|---|---|
| 2nd row | Certified |
| 3rd row | Denied |
| 4th row | Denied |
| 5th row | Certified |
| Count | 203934 |
|---|---|
| Lowercase Letter | 178454 |
| Space Separator | 0 |
| Uppercase Letter | 25480 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |